{"id":"W4416672234","doi":"10.1177/01968599251394208","title":"Potential for and Challenges to Resilience","year":2025,"lang":"en","type":"article","venue":"Journal of Communication Inquiry","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Face (sociological concept); Quarter (Canadian coin); Resilience (materials science); Psychological resilience; Center (category theory)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00146113,0.00003696978,0.0001089033,0.00009357731,0.0004831605,0.00003400257,0.0005486911,0.00003827512,0.000004559937],"category_scores_gemma":[0.0006948072,0.0000343212,0.00003574766,0.0001202681,0.0001974311,0.0001308583,0.0001372141,0.00008902445,8.886661e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003966979,"about_ca_system_score_gemma":0.0001010125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002781814,"about_ca_topic_score_gemma":0.0001849039,"domain_scores_codex":[0.9992663,0.0002242352,0.0002415671,0.00004664541,0.0001361326,0.00008514859],"domain_scores_gemma":[0.9986877,0.0004301998,0.0001657084,0.0002963868,0.0003677553,0.00005227116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001295931,0.00009107673,0.0003347025,0.00003643833,0.00005532562,2.297975e-7,0.06295781,0.00004818214,0.0001966963,0.6125751,0.01703317,0.3065417],"study_design_scores_gemma":[0.0003666973,0.00009158444,0.01090026,0.0001545188,0.00003022273,0.000001248882,0.04872354,0.00004055144,0.0000464316,0.02652097,0.9130572,0.00006677815],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1067308,0.1269014,0.02752632,0.7007726,0.001484788,0.0007783902,0.000001826891,0.00003274612,0.03577114],"genre_scores_gemma":[0.9004896,0.09148706,0.007183198,0.0004609236,0.0001160791,0.00001589595,3.385525e-7,0.000002276157,0.0002446589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.896024,"threshold_uncertainty_score":0.3716129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08677764553658479,"score_gpt":0.3960210572350742,"score_spread":0.3092434116984894,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}